Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 891 |
| Missing cells | 687 |
| Missing cells (%) | 3.7% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 561.2 KiB |
| Average record size in memory | 645.0 B |
Variable types
| Numeric | 7 |
|---|---|
| Categorical | 11 |
| Text | 3 |
DatasetName has constant value "" | Constant |
Title is highly imbalanced (53.4%) | Imbalance |
Cabin has 687 (77.1%) missing values | Missing |
PassengerId is uniformly distributed | Uniform |
PassengerId has unique values | Unique |
Name has unique values | Unique |
SibSp has 608 (68.2%) zeros | Zeros |
Parch has 678 (76.1%) zeros | Zeros |
Reproduction
| Analysis started | 2024-03-18 16:53:19.122780 |
|---|---|
| Analysis finished | 2024-03-18 16:53:25.927624 |
| Duration | 6.8 seconds |
| Software version | ydata-profiling vv4.6.5 |
| Download configuration | config.json |
PassengerId
Real number (ℝ)
UNIFORM UNIQUE
| Distinct | 891 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 446 |
| Minimum | 1 |
|---|---|
| Maximum | 891 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 45.5 |
| Q1 | 223.5 |
| median | 446 |
| Q3 | 668.5 |
| 95-th percentile | 846.5 |
| Maximum | 891 |
| Range | 890 |
| Interquartile range (IQR) | 445 |
Descriptive statistics
| Standard deviation | 257.35384 |
|---|---|
| Coefficient of variation (CV) | 0.57702655 |
| Kurtosis | -1.2 |
| Mean | 446 |
| Median Absolute Deviation (MAD) | 223 |
| Skewness | 0 |
| Sum | 397386 |
| Variance | 66231 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 1 | 0.1% |
| 599 | 1 | 0.1% |
| 588 | 1 | 0.1% |
| 589 | 1 | 0.1% |
| 590 | 1 | 0.1% |
| 591 | 1 | 0.1% |
| 592 | 1 | 0.1% |
| 593 | 1 | 0.1% |
| 594 | 1 | 0.1% |
| 595 | 1 | 0.1% |
| Other values (881) | 881 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 891 | 1 | |
| 890 | 1 | |
| 889 | 1 | |
| 888 | 1 | |
| 887 | 1 | |
| 886 | 1 | |
| 885 | 1 | |
| 884 | 1 | |
| 883 | 1 | |
| 882 | 1 |
Survived
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 52.3 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2673 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 549 | |
| 1.0 | 342 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 549 | |
| 1.0 | 342 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1440 | |
| . | 891 | |
| 1 | 342 | 12.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1782 | |
| Other Punctuation | 891 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1440 | |
| 1 | 342 | 19.2% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 891 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2673 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1440 | |
| . | 891 | |
| 1 | 342 | 12.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2673 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1440 | |
| . | 891 | |
| 1 | 342 | 12.8% |
Pclass
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 50.6 KiB |
| 3 | |
|---|---|
| 1 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 891 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 1 |
| 3rd row | 3 |
| 4th row | 1 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 216 | |
| 2 | 184 | 20.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 216 | |
| 2 | 184 | 20.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 216 | |
| 2 | 184 | 20.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 891 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 216 | |
| 2 | 184 | 20.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 891 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 216 | |
| 2 | 184 | 20.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 891 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 216 | |
| 2 | 184 | 20.7% |
Name
Text
UNIQUE
| Distinct | 891 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 73.2 KiB |
Length
| Max length | 82 |
|---|---|
| Median length | 52 |
| Mean length | 26.965208 |
| Min length | 12 |
Characters and Unicode
| Total characters | 24026 |
|---|---|
| Distinct characters | 60 |
| Distinct categories | 7 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 891 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | Braund, Mr. Owen Harris |
|---|---|
| 2nd row | Cumings, Mrs. John Bradley (Florence Briggs Thayer) |
| 3rd row | Heikkinen, Miss. Laina |
| 4th row | Futrelle, Mrs. Jacques Heath (Lily May Peel) |
| 5th row | Allen, Mr. William Henry |
| Value | Count | Frequency (%) |
| mr | 521 | 14.4% |
| miss | 182 | 5.0% |
| mrs | 129 | 3.6% |
| william | 64 | 1.8% |
| john | 44 | 1.2% |
| master | 40 | 1.1% |
| henry | 35 | 1.0% |
| george | 24 | 0.7% |
| james | 24 | 0.7% |
| charles | 23 | 0.6% |
| Other values (1515) | 2538 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2735 | 11.4% | |
| r | 1958 | 8.1% |
| e | 1703 | 7.1% |
| a | 1657 | 6.9% |
| i | 1325 | 5.5% |
| n | 1304 | 5.4% |
| s | 1297 | 5.4% |
| M | 1128 | 4.7% |
| l | 1067 | 4.4% |
| o | 1008 | 4.2% |
| Other values (50) | 8844 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 15446 | |
| Uppercase Letter | 3645 | 15.2% |
| Space Separator | 2735 | 11.4% |
| Other Punctuation | 1899 | 7.9% |
| Close Punctuation | 144 | 0.6% |
| Open Punctuation | 144 | 0.6% |
| Dash Punctuation | 13 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 1958 | |
| e | 1703 | |
| a | 1657 | |
| i | 1325 | |
| n | 1304 | |
| s | 1297 | |
| l | 1067 | 6.9% |
| o | 1008 | 6.5% |
| t | 667 | 4.3% |
| h | 517 | 3.3% |
| Other values (16) | 2943 |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 1128 | |
| A | 250 | 6.9% |
| J | 215 | 5.9% |
| H | 203 | 5.6% |
| S | 180 | 4.9% |
| C | 172 | 4.7% |
| E | 166 | 4.6% |
| W | 143 | 3.9% |
| B | 140 | 3.8% |
| L | 129 | 3.5% |
| Other values (15) | 919 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 892 | |
| , | 891 | |
| " | 106 | 5.6% |
| ' | 9 | 0.5% |
| / | 1 | 0.1% |
Space Separator
| Value | Count | Frequency (%) |
| 2735 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 144 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 144 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 13 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 19091 | |
| Common | 4935 | 20.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 1958 | 10.3% |
| e | 1703 | 8.9% |
| a | 1657 | 8.7% |
| i | 1325 | 6.9% |
| n | 1304 | 6.8% |
| s | 1297 | 6.8% |
| M | 1128 | 5.9% |
| l | 1067 | 5.6% |
| o | 1008 | 5.3% |
| t | 667 | 3.5% |
| Other values (41) | 5977 |
Common
| Value | Count | Frequency (%) |
| 2735 | ||
| . | 892 | 18.1% |
| , | 891 | 18.1% |
| ) | 144 | 2.9% |
| ( | 144 | 2.9% |
| " | 106 | 2.1% |
| - | 13 | 0.3% |
| ' | 9 | 0.2% |
| / | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 24026 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2735 | 11.4% | |
| r | 1958 | 8.1% |
| e | 1703 | 7.1% |
| a | 1657 | 6.9% |
| i | 1325 | 5.5% |
| n | 1304 | 5.4% |
| s | 1297 | 5.4% |
| M | 1128 | 4.7% |
| l | 1067 | 4.4% |
| o | 1008 | 4.2% |
| Other values (50) | 8844 |
Sex
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 53.8 KiB |
| male | |
|---|---|
| female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.704826 |
| Min length | 4 |
Characters and Unicode
| Total characters | 4192 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | male |
|---|---|
| 2nd row | female |
| 3rd row | female |
| 4th row | female |
| 5th row | male |
Common Values
| Value | Count | Frequency (%) |
| male | 577 | |
| female | 314 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 577 | |
| female | 314 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1205 | |
| m | 891 | |
| a | 891 | |
| l | 891 | |
| f | 314 | 7.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 4192 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 1205 | |
| m | 891 | |
| a | 891 | |
| l | 891 | |
| f | 314 | 7.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 4192 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 1205 | |
| m | 891 | |
| a | 891 | |
| l | 891 | |
| f | 314 | 7.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4192 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 1205 | |
| m | 891 | |
| a | 891 | |
| l | 891 | |
| f | 314 | 7.5% |
Age
Real number (ℝ)
| Distinct | 89 |
|---|---|
| Distinct (%) | 10.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.202211 |
| Minimum | 0.42 |
|---|---|
| Maximum | 80 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 0.42 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 21 |
| median | 26 |
| Q3 | 36.75 |
| 95-th percentile | 54 |
| Maximum | 80 |
| Range | 79.58 |
| Interquartile range (IQR) | 15.75 |
Descriptive statistics
| Standard deviation | 13.549459 |
|---|---|
| Coefficient of variation (CV) | 0.46398744 |
| Kurtosis | 0.518195 |
| Mean | 29.202211 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.47353369 |
| Sum | 26019.17 |
| Variance | 183.58785 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 26 | 108 | 12.1% |
| 18 | 59 | 6.6% |
| 30 | 35 | 3.9% |
| 24 | 30 | 3.4% |
| 22 | 27 | 3.0% |
| 31 | 26 | 2.9% |
| 19 | 25 | 2.8% |
| 28 | 25 | 2.8% |
| 21 | 24 | 2.7% |
| 25 | 23 | 2.6% |
| Other values (79) | 509 |
| Value | Count | Frequency (%) |
| 0.42 | 1 | 0.1% |
| 0.67 | 1 | 0.1% |
| 0.75 | 2 | 0.2% |
| 0.83 | 2 | 0.2% |
| 0.92 | 1 | 0.1% |
| 1 | 7 | |
| 2 | 10 | |
| 3 | 6 | |
| 4 | 10 | |
| 5 | 4 | 0.4% |
| Value | Count | Frequency (%) |
| 80 | 1 | 0.1% |
| 74 | 1 | 0.1% |
| 71 | 2 | |
| 70.5 | 1 | 0.1% |
| 70 | 2 | |
| 66 | 1 | 0.1% |
| 65 | 3 | |
| 64 | 2 | |
| 63 | 2 | |
| 62 | 4 |
SibSp
Real number (ℝ)
ZEROS
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.52300786 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 608 |
| Zeros (%) | 68.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1027434 |
|---|---|
| Coefficient of variation (CV) | 2.1084644 |
| Kurtosis | 17.88042 |
| Mean | 0.52300786 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.6953517 |
| Sum | 466 |
| Variance | 1.2160431 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 608 | |
| 1 | 209 | 23.5% |
| 2 | 28 | 3.1% |
| 4 | 18 | 2.0% |
| 3 | 16 | 1.8% |
| 8 | 7 | 0.8% |
| 5 | 5 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 608 | |
| 1 | 209 | 23.5% |
| 2 | 28 | 3.1% |
| 3 | 16 | 1.8% |
| 4 | 18 | 2.0% |
| 5 | 5 | 0.6% |
| 8 | 7 | 0.8% |
| Value | Count | Frequency (%) |
| 8 | 7 | 0.8% |
| 5 | 5 | 0.6% |
| 4 | 18 | 2.0% |
| 3 | 16 | 1.8% |
| 2 | 28 | 3.1% |
| 1 | 209 | 23.5% |
| 0 | 608 |
Parch
Real number (ℝ)
ZEROS
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.38159371 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 678 |
| Zeros (%) | 76.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.80605722 |
|---|---|
| Coefficient of variation (CV) | 2.1123441 |
| Kurtosis | 9.7781252 |
| Mean | 0.38159371 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.749117 |
| Sum | 340 |
| Variance | 0.64972824 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 678 | |
| 1 | 118 | 13.2% |
| 2 | 80 | 9.0% |
| 5 | 5 | 0.6% |
| 3 | 5 | 0.6% |
| 4 | 4 | 0.4% |
| 6 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 678 | |
| 1 | 118 | 13.2% |
| 2 | 80 | 9.0% |
| 3 | 5 | 0.6% |
| 4 | 4 | 0.4% |
| 5 | 5 | 0.6% |
| 6 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 6 | 1 | 0.1% |
| 5 | 5 | 0.6% |
| 4 | 4 | 0.4% |
| 3 | 5 | 0.6% |
| 2 | 80 | 9.0% |
| 1 | 118 | 13.2% |
| 0 | 678 |
Ticket
Text
| Distinct | 681 |
|---|---|
| Distinct (%) | 76.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.6 KiB |
Length
| Max length | 18 |
|---|---|
| Median length | 17 |
| Mean length | 6.7508418 |
| Min length | 3 |
Characters and Unicode
| Total characters | 6015 |
|---|---|
| Distinct characters | 35 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 547 ? |
|---|---|
| Unique (%) | 61.4% |
Sample
| 1st row | A/5 21171 |
|---|---|
| 2nd row | PC 17599 |
| 3rd row | STON/O2. 3101282 |
| 4th row | 113803 |
| 5th row | 373450 |
| Value | Count | Frequency (%) |
| pc | 60 | 5.3% |
| c.a | 27 | 2.4% |
| a/5 | 17 | 1.5% |
| ca | 14 | 1.2% |
| ston/o | 12 | 1.1% |
| 2 | 12 | 1.1% |
| sc/paris | 9 | 0.8% |
| w./c | 9 | 0.8% |
| soton/o.q | 8 | 0.7% |
| 347082 | 7 | 0.6% |
| Other values (709) | 955 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 746 | |
| 1 | 689 | |
| 2 | 594 | |
| 7 | 490 | |
| 4 | 464 | 7.7% |
| 6 | 422 | 7.0% |
| 0 | 406 | 6.7% |
| 5 | 387 | 6.4% |
| 9 | 328 | 5.5% |
| 8 | 282 | 4.7% |
| Other values (25) | 1207 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4808 | |
| Uppercase Letter | 652 | 10.8% |
| Other Punctuation | 295 | 4.9% |
| Space Separator | 239 | 4.0% |
| Lowercase Letter | 21 | 0.3% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 151 | |
| O | 100 | |
| P | 98 | |
| A | 82 | |
| S | 74 | |
| N | 40 | 6.1% |
| T | 36 | 5.5% |
| W | 16 | 2.5% |
| Q | 15 | 2.3% |
| I | 11 | 1.7% |
| Other values (6) | 29 | 4.4% |
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 746 | |
| 1 | 689 | |
| 2 | 594 | |
| 7 | 490 | |
| 4 | 464 | |
| 6 | 422 | |
| 0 | 406 | |
| 5 | 387 | |
| 9 | 328 | |
| 8 | 282 | 5.9% |
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 6 | |
| s | 5 | |
| r | 4 | |
| i | 4 | |
| l | 1 | 4.8% |
| e | 1 | 4.8% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 197 | |
| / | 98 |
Space Separator
| Value | Count | Frequency (%) |
| 239 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5342 | |
| Latin | 673 | 11.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| C | 151 | |
| O | 100 | |
| P | 98 | |
| A | 82 | |
| S | 74 | |
| N | 40 | 5.9% |
| T | 36 | 5.3% |
| W | 16 | 2.4% |
| Q | 15 | 2.2% |
| I | 11 | 1.6% |
| Other values (12) | 50 | 7.4% |
Common
| Value | Count | Frequency (%) |
| 3 | 746 | |
| 1 | 689 | |
| 2 | 594 | |
| 7 | 490 | |
| 4 | 464 | |
| 6 | 422 | |
| 0 | 406 | |
| 5 | 387 | |
| 9 | 328 | |
| 8 | 282 | 5.3% |
| Other values (3) | 534 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6015 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 746 | |
| 1 | 689 | |
| 2 | 594 | |
| 7 | 490 | |
| 4 | 464 | 7.7% |
| 6 | 422 | 7.0% |
| 0 | 406 | 6.7% |
| 5 | 387 | 6.4% |
| 9 | 328 | 5.5% |
| 8 | 282 | 4.7% |
| Other values (25) | 1207 |
Fare
Real number (ℝ)
| Distinct | 247 |
|---|---|
| Distinct (%) | 27.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.686134 |
| Minimum | 4.0125 |
|---|---|
| Maximum | 512.3292 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 4.0125 |
|---|---|
| 5-th percentile | 7.2292 |
| Q1 | 7.925 |
| median | 14.5 |
| Q3 | 31.275 |
| 95-th percentile | 112.07915 |
| Maximum | 512.3292 |
| Range | 508.3167 |
| Interquartile range (IQR) | 23.35 |
Descriptive statistics
| Standard deviation | 49.609604 |
|---|---|
| Coefficient of variation (CV) | 1.5177569 |
| Kurtosis | 33.455421 |
| Mean | 32.686134 |
| Median Absolute Deviation (MAD) | 6.7708 |
| Skewness | 4.7873819 |
| Sum | 29123.345 |
| Variance | 2461.1128 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8.05 | 47 | 5.3% |
| 13 | 42 | 4.7% |
| 7.8958 | 38 | 4.3% |
| 7.75 | 34 | 3.8% |
| 26 | 31 | 3.5% |
| 10.5 | 24 | 2.7% |
| 7.925 | 18 | 2.0% |
| 7.775 | 16 | 1.8% |
| 7.2292 | 15 | 1.7% |
| 26.55 | 15 | 1.7% |
| Other values (237) | 611 |
| Value | Count | Frequency (%) |
| 4.0125 | 1 | |
| 5 | 1 | |
| 6.2375 | 1 | |
| 6.4375 | 1 | |
| 6.45 | 1 | |
| 6.4958 | 2 | |
| 6.75 | 2 | |
| 6.8583 | 1 | |
| 6.95 | 1 | |
| 6.975 | 2 |
| Value | Count | Frequency (%) |
| 512.3292 | 3 | |
| 263 | 4 | |
| 262.375 | 2 | |
| 247.5208 | 2 | |
| 227.525 | 4 | |
| 221.7792 | 1 | 0.1% |
| 211.5 | 1 | 0.1% |
| 211.3375 | 3 | |
| 164.8667 | 2 | |
| 153.4625 | 3 |
Cabin
Text
MISSING
| Distinct | 147 |
|---|---|
| Distinct (%) | 72.1% |
| Missing | 687 |
| Missing (%) | 77.1% |
| Memory size | 33.7 KiB |
Length
| Max length | 15 |
|---|---|
| Median length | 3 |
| Mean length | 3.5882353 |
| Min length | 1 |
Characters and Unicode
| Total characters | 732 |
|---|---|
| Distinct characters | 19 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 101 ? |
|---|---|
| Unique (%) | 49.5% |
Sample
| 1st row | C85 |
|---|---|
| 2nd row | C123 |
| 3rd row | E46 |
| 4th row | G6 |
| 5th row | C103 |
| Value | Count | Frequency (%) |
| c23 | 4 | 1.7% |
| c27 | 4 | 1.7% |
| g6 | 4 | 1.7% |
| b96 | 4 | 1.7% |
| b98 | 4 | 1.7% |
| f | 4 | 1.7% |
| c25 | 4 | 1.7% |
| f33 | 3 | 1.3% |
| e101 | 3 | 1.3% |
| f2 | 3 | 1.3% |
| Other values (151) | 201 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 72 | 9.8% |
| C | 71 | 9.7% |
| B | 64 | 8.7% |
| 1 | 61 | 8.3% |
| 3 | 59 | 8.1% |
| 6 | 51 | 7.0% |
| 5 | 45 | 6.1% |
| 4 | 37 | 5.1% |
| 8 | 37 | 5.1% |
| 34 | 4.6% | |
| Other values (9) | 201 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 460 | |
| Uppercase Letter | 238 | |
| Space Separator | 34 | 4.6% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 72 | |
| 1 | 61 | |
| 3 | 59 | |
| 6 | 51 | |
| 5 | 45 | |
| 4 | 37 | |
| 8 | 37 | |
| 7 | 34 | |
| 9 | 33 | |
| 0 | 31 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 71 | |
| B | 64 | |
| D | 34 | |
| E | 33 | |
| A | 15 | 6.3% |
| F | 13 | 5.5% |
| G | 7 | 2.9% |
| T | 1 | 0.4% |
Space Separator
| Value | Count | Frequency (%) |
| 34 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 494 | |
| Latin | 238 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 72 | |
| 1 | 61 | |
| 3 | 59 | |
| 6 | 51 | |
| 5 | 45 | |
| 4 | 37 | |
| 8 | 37 | |
| 34 | ||
| 7 | 34 | |
| 9 | 33 |
Latin
| Value | Count | Frequency (%) |
| C | 71 | |
| B | 64 | |
| D | 34 | |
| E | 33 | |
| A | 15 | 6.3% |
| F | 13 | 5.5% |
| G | 7 | 2.9% |
| T | 1 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 732 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 72 | 9.8% |
| C | 71 | 9.7% |
| B | 64 | 8.7% |
| 1 | 61 | 8.3% |
| 3 | 59 | 8.1% |
| 6 | 51 | 7.0% |
| 5 | 45 | 6.1% |
| 4 | 37 | 5.1% |
| 8 | 37 | 5.1% |
| 34 | 4.6% | |
| Other values (9) | 201 |
Embarked
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 50.6 KiB |
| S | |
|---|---|
| C | |
| Q |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 891 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | S |
|---|---|
| 2nd row | C |
| 3rd row | S |
| 4th row | S |
| 5th row | S |
Common Values
| Value | Count | Frequency (%) |
| S | 646 | |
| C | 168 | 18.9% |
| Q | 77 | 8.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| s | 646 | |
| c | 168 | 18.9% |
| q | 77 | 8.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 646 | |
| C | 168 | 18.9% |
| Q | 77 | 8.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 891 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 646 | |
| C | 168 | 18.9% |
| Q | 77 | 8.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 891 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| S | 646 | |
| C | 168 | 18.9% |
| Q | 77 | 8.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 891 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| S | 646 | |
| C | 168 | 18.9% |
| Q | 77 | 8.6% |
DatasetName
Categorical
CONSTANT
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 54.1 KiB |
| train |
|---|
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Characters and Unicode
| Total characters | 4455 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | train |
|---|---|
| 2nd row | train |
| 3rd row | train |
| 4th row | train |
| 5th row | train |
Common Values
| Value | Count | Frequency (%) |
| train | 891 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| train | 891 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 891 | |
| r | 891 | |
| a | 891 | |
| i | 891 | |
| n | 891 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 4455 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 891 | |
| r | 891 | |
| a | 891 | |
| i | 891 | |
| n | 891 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 4455 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 891 | |
| r | 891 | |
| a | 891 | |
| i | 891 | |
| n | 891 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4455 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 891 | |
| r | 891 | |
| a | 891 | |
| i | 891 | |
| n | 891 |
Title
Categorical
IMBALANCE
| Distinct | 13 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 52.1 KiB |
| Mr | |
|---|---|
| Miss | |
| Mrs | |
| Master | 40 |
| Dr | 7 |
| Other values (8) | 15 |
Length
| Max length | 8 |
|---|---|
| Median length | 2 |
| Mean length | 2.7721661 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2470 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 5 ? |
|---|---|
| Unique (%) | 0.6% |
Sample
| 1st row | Mr |
|---|---|
| 2nd row | Mrs |
| 3rd row | Miss |
| 4th row | Mrs |
| 5th row | Mr |
Common Values
| Value | Count | Frequency (%) |
| Mr | 517 | |
| Miss | 185 | 20.8% |
| Mrs | 127 | 14.3% |
| Master | 40 | 4.5% |
| Dr | 7 | 0.8% |
| Rev | 6 | 0.7% |
| Major | 2 | 0.2% |
| Col | 2 | 0.2% |
| Lady | 1 | 0.1% |
| Sir | 1 | 0.1% |
| Other values (3) | 3 | 0.3% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| mr | 517 | |
| miss | 185 | 20.8% |
| mrs | 127 | 14.3% |
| master | 40 | 4.5% |
| dr | 7 | 0.8% |
| rev | 6 | 0.7% |
| major | 2 | 0.2% |
| col | 2 | 0.2% |
| lady | 1 | 0.1% |
| sir | 1 | 0.1% |
| Other values (3) | 3 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 871 | |
| r | 695 | |
| s | 539 | |
| i | 186 | 7.5% |
| e | 49 | 2.0% |
| a | 44 | 1.8% |
| t | 42 | 1.7% |
| D | 7 | 0.3% |
| o | 6 | 0.2% |
| R | 6 | 0.2% |
| Other values (14) | 25 | 1.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1579 | |
| Uppercase Letter | 891 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 695 | |
| s | 539 | |
| i | 186 | 11.8% |
| e | 49 | 3.1% |
| a | 44 | 2.8% |
| t | 42 | 2.7% |
| o | 6 | 0.4% |
| v | 6 | 0.4% |
| j | 2 | 0.1% |
| l | 2 | 0.1% |
| Other values (7) | 8 | 0.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 871 | |
| D | 7 | 0.8% |
| R | 6 | 0.7% |
| C | 4 | 0.4% |
| L | 1 | 0.1% |
| S | 1 | 0.1% |
| J | 1 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2470 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| M | 871 | |
| r | 695 | |
| s | 539 | |
| i | 186 | 7.5% |
| e | 49 | 2.0% |
| a | 44 | 1.8% |
| t | 42 | 1.7% |
| D | 7 | 0.3% |
| o | 6 | 0.2% |
| R | 6 | 0.2% |
| Other values (14) | 25 | 1.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2470 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| M | 871 | |
| r | 695 | |
| s | 539 | |
| i | 186 | 7.5% |
| e | 49 | 2.0% |
| a | 44 | 1.8% |
| t | 42 | 1.7% |
| D | 7 | 0.3% |
| o | 6 | 0.2% |
| R | 6 | 0.2% |
| Other values (14) | 25 | 1.0% |
FamilySize
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9046016 |
| Minimum | 1 |
|---|---|
| Maximum | 11 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 6 |
| Maximum | 11 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.6134585 |
|---|---|
| Coefficient of variation (CV) | 0.84713704 |
| Kurtosis | 9.159666 |
| Mean | 1.9046016 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.7274415 |
| Sum | 1697 |
| Variance | 2.6032485 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 1 | 537 | |
| 2 | 161 | 18.1% |
| 3 | 102 | 11.4% |
| 4 | 29 | 3.3% |
| 6 | 22 | 2.5% |
| 5 | 15 | 1.7% |
| 7 | 12 | 1.3% |
| 11 | 7 | 0.8% |
| 8 | 6 | 0.7% |
| Value | Count | Frequency (%) |
| 1 | 537 | |
| 2 | 161 | 18.1% |
| 3 | 102 | 11.4% |
| 4 | 29 | 3.3% |
| 5 | 15 | 1.7% |
| 6 | 22 | 2.5% |
| 7 | 12 | 1.3% |
| 8 | 6 | 0.7% |
| 11 | 7 | 0.8% |
| Value | Count | Frequency (%) |
| 11 | 7 | 0.8% |
| 8 | 6 | 0.7% |
| 7 | 12 | 1.3% |
| 6 | 22 | 2.5% |
| 5 | 15 | 1.7% |
| 4 | 29 | 3.3% |
| 3 | 102 | 11.4% |
| 2 | 161 | 18.1% |
| 1 | 537 |
IsAlone
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 50.6 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 891 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 537 | |
| 0 | 354 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 537 | |
| 0 | 354 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 537 | |
| 0 | 354 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 891 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 537 | |
| 0 | 354 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 891 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 537 | |
| 0 | 354 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 891 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 537 | |
| 0 | 354 |
AgeGroup
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| Adult | |
|---|---|
| MiddleAge | |
| Teenager | |
| Child | |
| Senior | 26 |
Length
| Max length | 9 |
|---|---|
| Median length | 5 |
| Mean length | 6.1245791 |
| Min length | 5 |
Characters and Unicode
| Total characters | 5457 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Adult |
|---|---|
| 2nd row | Adult |
| 3rd row | Adult |
| 4th row | Adult |
| 5th row | Adult |
Common Values
| Value | Count | Frequency (%) |
| Adult | 523 | |
| MiddleAge | 166 | 18.6% |
| Teenager | 104 | 11.7% |
| Child | 72 | 8.1% |
| Senior | 26 | 2.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| adult | 523 | |
| middleage | 166 | 18.6% |
| teenager | 104 | 11.7% |
| child | 72 | 8.1% |
| senior | 26 | 2.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 927 | |
| l | 761 | |
| A | 689 | |
| e | 670 | |
| u | 523 | |
| t | 523 | |
| g | 270 | 4.9% |
| i | 264 | 4.8% |
| M | 166 | 3.0% |
| n | 130 | 2.4% |
| Other values (7) | 534 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 4400 | |
| Uppercase Letter | 1057 | 19.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| d | 927 | |
| l | 761 | |
| e | 670 | |
| u | 523 | |
| t | 523 | |
| g | 270 | 6.1% |
| i | 264 | 6.0% |
| n | 130 | 3.0% |
| r | 130 | 3.0% |
| a | 104 | 2.4% |
| Other values (2) | 98 | 2.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 689 | |
| M | 166 | 15.7% |
| T | 104 | 9.8% |
| C | 72 | 6.8% |
| S | 26 | 2.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 5457 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| d | 927 | |
| l | 761 | |
| A | 689 | |
| e | 670 | |
| u | 523 | |
| t | 523 | |
| g | 270 | 4.9% |
| i | 264 | 4.8% |
| M | 166 | 3.0% |
| n | 130 | 2.4% |
| Other values (7) | 534 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5457 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| d | 927 | |
| l | 761 | |
| A | 689 | |
| e | 670 | |
| u | 523 | |
| t | 523 | |
| g | 270 | 4.9% |
| i | 264 | 4.8% |
| M | 166 | 3.0% |
| n | 130 | 2.4% |
| Other values (7) | 534 |
FarePerPerson
Real number (ℝ)
| Distinct | 289 |
|---|---|
| Distinct (%) | 32.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.398301 |
| Minimum | 1.1321429 |
|---|---|
| Maximum | 512.3292 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 1.1321429 |
|---|---|
| 5-th percentile | 4.5419643 |
| Q1 | 7.5896 |
| median | 8.6625 |
| Q3 | 24.5 |
| 95-th percentile | 64.1021 |
| Maximum | 512.3292 |
| Range | 511.19706 |
| Interquartile range (IQR) | 16.9104 |
Descriptive statistics
| Standard deviation | 35.890509 |
|---|---|
| Coefficient of variation (CV) | 1.7594852 |
| Kurtosis | 86.397483 |
| Mean | 20.398301 |
| Median Absolute Deviation (MAD) | 3.04165 |
| Skewness | 7.7046813 |
| Sum | 18174.886 |
| Variance | 1288.1286 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 13 | 59 | 6.6% |
| 8.05 | 54 | 6.1% |
| 7.75 | 39 | 4.4% |
| 7.8958 | 38 | 4.3% |
| 10.5 | 28 | 3.1% |
| 26.55 | 23 | 2.6% |
| 7.925 | 16 | 1.8% |
| 7.775 | 15 | 1.7% |
| 26 | 14 | 1.6% |
| 7.2292 | 13 | 1.5% |
| Other values (279) | 592 |
| Value | Count | Frequency (%) |
| 1.132142857 | 1 | |
| 2.409733333 | 2 | |
| 2.583333333 | 1 | |
| 2.618066667 | 1 | |
| 2.641666667 | 2 | |
| 2.875 | 1 | |
| 2.8875 | 1 | |
| 3.125 | 1 | |
| 3.2479 | 1 | |
| 3.4875 | 1 |
| Value | Count | Frequency (%) |
| 512.3292 | 2 | |
| 256.1646 | 1 | 0.1% |
| 227.525 | 3 | |
| 221.7792 | 1 | 0.1% |
| 211.3375 | 1 | 0.1% |
| 153.4625 | 1 | 0.1% |
| 151.55 | 1 | 0.1% |
| 146.5208 | 1 | 0.1% |
| 135.6333 | 3 | |
| 134.5 | 1 | 0.1% |
FareQuartile
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 50.6 KiB |
| 2 | |
|---|---|
| 0 | |
| 1 | |
| 3 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 891 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 3 |
| 3rd row | 0 |
| 4th row | 3 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 229 | |
| 0 | 226 | |
| 1 | 220 | |
| 3 | 216 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 229 | |
| 0 | 226 | |
| 1 | 220 | |
| 3 | 216 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 229 | |
| 0 | 226 | |
| 1 | 220 | |
| 3 | 216 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 891 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 229 | |
| 0 | 226 | |
| 1 | 220 | |
| 3 | 216 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 891 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 229 | |
| 0 | 226 | |
| 1 | 220 | |
| 3 | 216 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 891 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 229 | |
| 0 | 226 | |
| 1 | 220 | |
| 3 | 216 |
FarePerPersonQuartile
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 50.6 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | |
| 3 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 891 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 3 |
| 3rd row | 1 |
| 4th row | 3 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 228 | |
| 1 | 223 | |
| 2 | 222 | |
| 3 | 218 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 228 | |
| 1 | 223 | |
| 2 | 222 | |
| 3 | 218 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 228 | |
| 1 | 223 | |
| 2 | 222 | |
| 3 | 218 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 891 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 228 | |
| 1 | 223 | |
| 2 | 222 | |
| 3 | 218 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 891 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 228 | |
| 1 | 223 | |
| 2 | 222 | |
| 3 | 218 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 891 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 228 | |
| 1 | 223 | |
| 2 | 222 | |
| 3 | 218 |
CabinPrefix
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 50.6 KiB |
| F | |
|---|---|
| E | |
| G | |
| C | |
| B | |
| Other values (3) |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 891 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | F |
|---|---|
| 2nd row | C |
| 3rd row | F |
| 4th row | C |
| 5th row | E |
Common Values
| Value | Count | Frequency (%) |
| F | 432 | |
| E | 159 | 17.8% |
| G | 105 | 11.8% |
| C | 99 | 11.1% |
| B | 47 | 5.3% |
| D | 33 | 3.7% |
| A | 15 | 1.7% |
| T | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| f | 432 | |
| e | 159 | 17.8% |
| g | 105 | 11.8% |
| c | 99 | 11.1% |
| b | 47 | 5.3% |
| d | 33 | 3.7% |
| a | 15 | 1.7% |
| t | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| F | 432 | |
| E | 159 | 17.8% |
| G | 105 | 11.8% |
| C | 99 | 11.1% |
| B | 47 | 5.3% |
| D | 33 | 3.7% |
| A | 15 | 1.7% |
| T | 1 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 891 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 432 | |
| E | 159 | 17.8% |
| G | 105 | 11.8% |
| C | 99 | 11.1% |
| B | 47 | 5.3% |
| D | 33 | 3.7% |
| A | 15 | 1.7% |
| T | 1 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 891 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| F | 432 | |
| E | 159 | 17.8% |
| G | 105 | 11.8% |
| C | 99 | 11.1% |
| B | 47 | 5.3% |
| D | 33 | 3.7% |
| A | 15 | 1.7% |
| T | 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 891 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| F | 432 | |
| E | 159 | 17.8% |
| G | 105 | 11.8% |
| C | 99 | 11.1% |
| B | 47 | 5.3% |
| D | 33 | 3.7% |
| A | 15 | 1.7% |
| T | 1 | 0.1% |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| PassengerId | Survived | Pclass | Name | Sex | Age | SibSp | Parch | Ticket | Fare | Cabin | Embarked | DatasetName | Title | FamilySize | IsAlone | AgeGroup | FarePerPerson | FareQuartile | FarePerPersonQuartile | CabinPrefix | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 0.0 | 3 | Braund, Mr. Owen Harris | male | 22.0 | 1 | 0 | A/5 21171 | 7.2500 | NaN | S | train | Mr | 2 | 0 | Adult | 3.62500 | 0 | 0 | F |
| 1 | 2 | 1.0 | 1 | Cumings, Mrs. John Bradley (Florence Briggs Thayer) | female | 38.0 | 1 | 0 | PC 17599 | 71.2833 | C85 | C | train | Mrs | 2 | 0 | Adult | 35.64165 | 3 | 3 | C |
| 2 | 3 | 1.0 | 3 | Heikkinen, Miss. Laina | female | 26.0 | 0 | 0 | STON/O2. 3101282 | 7.9250 | NaN | S | train | Miss | 1 | 1 | Adult | 7.92500 | 0 | 1 | F |
| 3 | 4 | 1.0 | 1 | Futrelle, Mrs. Jacques Heath (Lily May Peel) | female | 35.0 | 1 | 0 | 113803 | 53.1000 | C123 | S | train | Mrs | 2 | 0 | Adult | 26.55000 | 3 | 3 | C |
| 4 | 5 | 0.0 | 3 | Allen, Mr. William Henry | male | 35.0 | 0 | 0 | 373450 | 8.0500 | NaN | S | train | Mr | 1 | 1 | Adult | 8.05000 | 1 | 1 | E |
| 5 | 6 | 0.0 | 3 | Moran, Mr. James | male | 26.0 | 0 | 0 | 330877 | 8.4583 | NaN | Q | train | Mr | 1 | 1 | Adult | 8.45830 | 1 | 1 | E |
| 6 | 7 | 0.0 | 1 | McCarthy, Mr. Timothy J | male | 54.0 | 0 | 0 | 17463 | 51.8625 | E46 | S | train | Mr | 1 | 1 | MiddleAge | 51.86250 | 3 | 3 | E |
| 7 | 8 | 0.0 | 3 | Palsson, Master. Gosta Leonard | male | 2.0 | 3 | 1 | 349909 | 21.0750 | NaN | S | train | Master | 5 | 0 | Child | 4.21500 | 2 | 0 | G |
| 8 | 9 | 1.0 | 3 | Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg) | female | 27.0 | 0 | 2 | 347742 | 11.1333 | NaN | S | train | Mrs | 3 | 0 | Adult | 3.71110 | 1 | 0 | E |
| 9 | 10 | 1.0 | 2 | Nasser, Mrs. Nicholas (Adele Achem) | female | 14.0 | 1 | 0 | 237736 | 30.0708 | NaN | C | train | Mrs | 2 | 0 | Teenager | 15.03540 | 2 | 2 | F |
| PassengerId | Survived | Pclass | Name | Sex | Age | SibSp | Parch | Ticket | Fare | Cabin | Embarked | DatasetName | Title | FamilySize | IsAlone | AgeGroup | FarePerPerson | FareQuartile | FarePerPersonQuartile | CabinPrefix | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 881 | 882 | 0.0 | 3 | Markun, Mr. Johann | male | 33.0 | 0 | 0 | 349257 | 7.8958 | NaN | S | train | Mr | 1 | 1 | Adult | 7.895800 | 0 | 1 | F |
| 882 | 883 | 0.0 | 3 | Dahlberg, Miss. Gerda Ulrika | female | 22.0 | 0 | 0 | 7552 | 10.5167 | NaN | S | train | Miss | 1 | 1 | Adult | 10.516700 | 1 | 2 | E |
| 883 | 884 | 0.0 | 2 | Banfield, Mr. Frederick James | male | 28.0 | 0 | 0 | C.A./SOTON 34068 | 10.5000 | NaN | S | train | Mr | 1 | 1 | Adult | 10.500000 | 1 | 2 | F |
| 884 | 885 | 0.0 | 3 | Sutehall, Mr. Henry Jr | male | 25.0 | 0 | 0 | SOTON/OQ 392076 | 7.0500 | NaN | S | train | Mr | 1 | 1 | Adult | 7.050000 | 0 | 0 | F |
| 885 | 886 | 0.0 | 3 | Rice, Mrs. William (Margaret Norton) | female | 39.0 | 0 | 5 | 382652 | 29.1250 | NaN | Q | train | Mrs | 6 | 0 | Adult | 4.854167 | 2 | 0 | G |
| 886 | 887 | 0.0 | 2 | Montvila, Rev. Juozas | male | 27.0 | 0 | 0 | 211536 | 13.0000 | NaN | S | train | Rev | 1 | 1 | Adult | 13.000000 | 1 | 2 | F |
| 887 | 888 | 1.0 | 1 | Graham, Miss. Margaret Edith | female | 19.0 | 0 | 0 | 112053 | 30.0000 | B42 | S | train | Miss | 1 | 1 | Adult | 30.000000 | 2 | 3 | B |
| 888 | 889 | 0.0 | 3 | Johnston, Miss. Catherine Helen "Carrie" | female | 18.0 | 1 | 2 | W./C. 6607 | 23.4500 | NaN | S | train | Miss | 4 | 0 | Teenager | 5.862500 | 2 | 0 | G |
| 889 | 890 | 1.0 | 1 | Behr, Mr. Karl Howell | male | 26.0 | 0 | 0 | 111369 | 30.0000 | C148 | C | train | Mr | 1 | 1 | Adult | 30.000000 | 2 | 3 | C |
| 890 | 891 | 0.0 | 3 | Dooley, Mr. Patrick | male | 32.0 | 0 | 0 | 370376 | 7.7500 | NaN | Q | train | Mr | 1 | 1 | Adult | 7.750000 | 0 | 1 | F |